CN109188351A - A kind of wirelessly anti-interference localization method and device - Google Patents
A kind of wirelessly anti-interference localization method and device Download PDFInfo
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- CN109188351A CN109188351A CN201810932007.5A CN201810932007A CN109188351A CN 109188351 A CN109188351 A CN 109188351A CN 201810932007 A CN201810932007 A CN 201810932007A CN 109188351 A CN109188351 A CN 109188351A
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S5/00—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
- G01S5/02—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
- G01S5/0257—Hybrid positioning
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S5/00—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
- G01S5/02—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
- G01S5/06—Position of source determined by co-ordinating a plurality of position lines defined by path-difference measurements
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S5/00—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
- G01S5/02—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
- G01S5/10—Position of receiver fixed by co-ordinating a plurality of position lines defined by path-difference measurements, e.g. omega or decca systems
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W64/00—Locating users or terminals or network equipment for network management purposes, e.g. mobility management
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W64/00—Locating users or terminals or network equipment for network management purposes, e.g. mobility management
- H04W64/006—Locating users or terminals or network equipment for network management purposes, e.g. mobility management with additional information processing, e.g. for direction or speed determination
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- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Radar, Positioning & Navigation (AREA)
- Remote Sensing (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Position Fixing By Use Of Radio Waves (AREA)
- Mobile Radio Communication Systems (AREA)
Abstract
The invention discloses a kind of wireless anti-interference localization method and devices, mixing RSSI localization method and the TOA localization method of common wifi are positioned, the first space coordinate is obtained by RSSI localization method according to the signal strength of anchor node and positioning node, second space coordinate is obtained according to the TOA localization method of wifi and the first space coordinate of calculating and the space criteria of second space coordinate are poor;Filter error is greater than the positioning coordinate of locating threshold;Filtered positioning coordinate is exported, the complexity for reducing positioning is even more to be multiplied.When the tested node in wireless location system is more or locating periodically is shorter, the real-time and accuracy of wireless location ensure that.
Description
Technical field
This disclosure relates to wireless location technology field, and in particular to a kind of wirelessly anti-interference localization method and device.
Background technique
In present method, two class nodes have been generally comprised in common wireless location system: one kind is space coordinate
Known node, referred to as anchor node;Another kind of is the unknown node of space coordinate, referred to as tested node.Common positioning side
The realization of method generally can be divided into two steps: first step is primarily to determine the space between anchor node and tested node
Distance (or angle), common distance measuring method have: TOA (Time Of Arrival, arrival time) ranging, TDOA (Time
Differences Of Arrival, reaching time-difference) ranging, RSSI (Receive Signal Strength
Indicator, signal designation intensity) ranging and AOA (Angle Of Arrival, angle of arrival) angle measurement etc..Second step
The rapid absolute space that tested node is mainly determined according to the absolute coordinate space of anchor node and the resulting result of back
Coordinate, the step for the method that uses mainly have trilateration, triangulation, maximum likelihood estimate etc..
The second step of existing location algorithm generally calculates more complicated.Trilateration is the most base of coordinates computed
This approach, the basic principle is that seeking the intersection point of circular arc known to three radiuses and central coordinate of circle.Triangulation is suitable for being based on
The target of AOA angle measurement positions, and tested node and two anchor nodes may be constructed a triangle, the distance between two anchor nodes
Be it is known, measured two angles of the triangle again by AOA angle measurement, therefore tested node can be determined by triangulo operation
Coordinate.In short, the calculating process of above two method be it is more complicated, it is relatively multiple to be related to evolution, triangulo operation etc.
Miscellaneous operation.Under normal circumstances, due to the shake of wireless signal, by trilateration be difficult just to obtain three it is round public
At this moment intersection point need to be calculated using maximum likelihood estimate, computation complexity is even more to be multiplied.Work as wireless location
When tested node in system is more or locating periodically is shorter, the complexity of location algorithm can be very high, it is easy to mutually relevant
It disturbs, it is difficult to ensure that the real-time and accuracy of wireless location.
Summary of the invention
The disclosure provides a kind of wirelessly anti-interference localization method and device, and mixing RSSI localization method is with common wifi's
TOA localization method synthesis is positioned, and is filtered the big error location information of the standard deviation of mixed method, is reached jamproof effect
Fruit.
To achieve the goals above, according to the one side of the disclosure, a kind of wireless anti-interference localization method, the side are provided
Method the following steps are included:
Step 1, the first space coordinate is obtained by RSSI localization method according to the signal strength of anchor node and positioning node;
Step 2, second space coordinate is obtained according to wifi;
Step 3, the position offset of the first space coordinate and second space coordinate is calculated;
Step 4, strain position offset is greater than the positioning coordinate of offset threshold;
Step 5, filtered positioning coordinate is exported.
Further, in step 1, it is obtained according to the signal strength of anchor node and positioning node by RSSI localization method
The method of first space coordinate are as follows: when the anchor node for the known location in whole network including 3 or 3 or more, obtain more
Group equation group, if the coordinate of each known location anchor node is (x1,y1),(x2,y2),(x3,y3)…(xk,yk), and it is unknown undetermined
Position end coordinates are (x, y), and the distance of the anchor node of terminal to be positioned to each known location is respectively d1,d2,d3…dk, then may be used
Establish following equation group:
Since first equation, the last one equation is individually subtracted and obtains:
It is rewritten as system of linear equations are as follows: Az=b,
Wherein:
Since there are error N in measurement process, can be obtained using principle of least square method: Q (z)=| | b-Az |
|2, z derivation is obtained:If AATIt is nonsingular, then z=(ATA)-1ATB,
Then find out (x, y) i.e. the first space coordinate.
Further, in step 2, second space is obtained according to wifi and sits calibration method are as follows:
The center of circle A, B, the C for the circle for enabling the coverage area of three AP signals constitute are the positions of three AP in corresponding wifi
It sets, corresponding coordinate is respectively (x1,y1),(x2,y2),(x3,y3).Three round intersection point D are mobile terminal to be positioned
Position, coordinate are (x, y), and corresponding measurement point is d at a distance from each wifi wireless access point1,d2,d3.It can according to geometrical relationship
Know:
Preceding two formula is subtracted with last formula, can be obtained:
To obtain the second space coordinate of mobile terminal:
Further, in step 3, the method for the position offset of the first space coordinate and second space coordinate is calculated
For when the first space coordinate is (x1,y1), second space coordinate is (x2,y2), then position offset:
Further, in step 4, the positioning that strain position offset is greater than offset threshold sits calibration method and is, by position
The positioning coordinate filtering that offset is set greater than locating threshold removes, and the offset threshold default value is 1000 millimeters, can carry out people
Work modification.
Further, in steps of 5, exporting filtered positioning seat calibration method is, filtered positioning coordinate is defeated
The mobile device end for being equipped with Android or IOS application is arrived out.
The present invention also provides a kind of wireless anti-interference positioning device, described device includes: memory, processor and deposits
The computer program that can be run in the memory and on the processor is stored up, the processor executes the computer journey
Sort run is in described device in lower unit:
RSSI positioning unit, for obtaining the by RSSI localization method according to the signal strength of anchor node and positioning node
One space coordinate;
Wifi positioning unit, for obtaining second space coordinate according to wifi;
Space criteria difference unit, for calculating the position offset of the first space coordinate and second space coordinate;
Error filter element is greater than the positioning coordinate of offset threshold for strain position offset;
Output unit is positioned, for exporting filtered positioning coordinate.
The disclosure has the beneficial effect that the present invention provides a kind of wirelessly anti-interference localization method and device, and mixing RSSI is fixed
Position method and the TOA localization method of common wifi are positioned, and the complexity for reducing positioning is even more to be multiplied.When wireless
When tested node in positioning system is more or locating periodically is shorter, it ensure that the real-time and accuracy of wireless location, have
Jamproof ability is supported by force.
Detailed description of the invention
By the way that the embodiment in conjunction with shown by attached drawing is described in detail, above-mentioned and other features of the disclosure will
More obvious, identical reference label indicates the same or similar element in disclosure attached drawing, it should be apparent that, it is described below
Attached drawing be only some embodiments of the present disclosure, for those of ordinary skill in the art, do not making the creative labor
Under the premise of, it is also possible to obtain other drawings based on these drawings, in the accompanying drawings:
Fig. 1 show a kind of flow chart of wireless anti-interference localization method;
Fig. 2 show a kind of wireless anti-interference positioning device figure.
Specific embodiment
It is carried out below with reference to technical effect of the embodiment and attached drawing to the design of the disclosure, specific structure and generation clear
Chu, complete description, to be completely understood by the purpose, scheme and effect of the disclosure.It should be noted that the case where not conflicting
Under, the features in the embodiments and the embodiments of the present application can be combined with each other.
It is as shown in Figure 1 to be explained according to a kind of flow chart of wireless anti-interference localization method of the disclosure below with reference to Fig. 1
State a kind of wireless anti-interference localization method according to embodiment of the present disclosure.
The disclosure proposes a kind of wireless anti-interference localization method, specifically includes the following steps:
Step 1, the first space coordinate is obtained by RSSI localization method according to the signal strength of anchor node and positioning node;
Step 2, second space coordinate is obtained according to wifi;
Step 3, the position offset of the first space coordinate and second space coordinate is calculated;
Step 4, strain position offset is greater than the positioning coordinate of offset threshold;
Step 5, filtered positioning coordinate is exported.
Further, in step 1, it is obtained according to the signal strength of anchor node and positioning node by RSSI localization method
The method of first space coordinate are as follows: when the anchor node for the known location in whole network including 3 or 3 or more, obtain more
Group equation group, if the coordinate of each known location anchor node is (x1,y1),(x2,y2),(x3,y3)…(xk,yk), and it is unknown undetermined
Position end coordinates are (x, y), and the distance of the anchor node of terminal to be positioned to each known location is respectively d1,d2,d3…dk, then may be used
Establish following equation group:
Since first equation, the last one equation is individually subtracted and obtains:
It is rewritten as system of linear equations are as follows: Az=b,
Wherein:
Since there are error N in measurement process, can be obtained using principle of least square method: Q (z)=| | b-Az |
|2, z derivation is obtained:If AATIt is nonsingular, then z=(ATA)-1ATB,
Then find out (x, y) i.e. the first space coordinate.
Further, in step 2, second space is obtained according to wifi and sits calibration method are as follows:
The center of circle A, B, the C for the circle for enabling the coverage area of three AP signals constitute are the positions of three AP in corresponding wifi
It sets, corresponding coordinate is respectively (x1,y1),(x2,y2),(x3,y3).Three round intersection point D are mobile terminal to be positioned
Position, coordinate are (x, y), and corresponding measurement point is d at a distance from each wifi wireless access point1,d2,d3.It can according to geometrical relationship
Know:
Preceding two formula is subtracted with last formula, can be obtained:
To obtain the second space coordinate of mobile terminal:
Further, in step 3, the method for the position offset of the first space coordinate and second space coordinate is calculated
For when the first space coordinate is (x1,y1), second space coordinate is (x2,y2), then position offset:
Further, in step 4, the positioning that strain position offset is greater than offset threshold sits calibration method and is, by position
The positioning coordinate filtering that offset is set greater than locating threshold removes, and the offset threshold default value is 1000 millimeters, can carry out people
Work modification.
Further, in steps of 5, exporting filtered positioning seat calibration method is, filtered positioning coordinate is defeated
The mobile device end for being equipped with Android or IOS application is arrived out.
A kind of wireless anti-interference positioning device that embodiment of the disclosure provides, is illustrated in figure 2 a kind of nothing of the disclosure
A kind of wireless anti-interference positioning device of the anti-interference positioning device figure of line, the embodiment includes: processor, memory and storage
In the memory and the computer program that can run on the processor, the processor execute the computer program
Step in a kind of above-mentioned wireless anti-interference positioning device embodiment of Shi Shixian.
Described device includes: memory, processor and storage in the memory and can transport on the processor
Capable computer program, the processor execute the computer program and operate in lower unit of described device:
RSSI positioning unit, for obtaining the by RSSI localization method according to the signal strength of anchor node and positioning node
One space coordinate;
Wifi positioning unit, for obtaining second space coordinate according to the TOA localization method of wifi;
Space criteria difference unit, the space criteria for calculating the first space coordinate and second space coordinate are poor;
Error filter element is greater than the positioning coordinate of locating threshold for filter error;
Output unit is positioned, for exporting filtered positioning coordinate.
A kind of wireless anti-interference positioning device can run on desktop PC, notebook, palm PC and cloud
Server etc. is held to calculate in equipment.A kind of wireless anti-interference positioning device, the device that can be run may include, but not only limit
In processor, memory.It will be understood by those skilled in the art that the example is only a kind of wireless anti-interference positioning device
Example, do not constitute the restriction to a kind of wireless anti-interference positioning device, may include component more more or fewer than example,
Perhaps certain components or different components are combined, such as a kind of wireless anti-interference positioning device can also include input
Output equipment, network access equipment, bus etc..
Alleged processor can be central processing unit (Central Processing Unit, CPU), can also be it
His general processor, digital signal processor (Digital Signal Processor, DSP), specific integrated circuit (anchor node
Plication Specific Integrated Circuit, ASIC), ready-made programmable gate array (Field-
Programmable Gate Array, FPGA) either other programmable logic device, discrete gate or transistor logic,
Discrete hardware components etc..General processor can be microprocessor or the processor is also possible to any conventional processor
It is a kind of control centre of wireless anti-interference positioning device running gear Deng, the processor, utilizes various interfaces and line
A kind of entire wireless anti-interference positioning device of road connection can running gear various pieces.
The memory can be used for storing the computer program and/or module, and the processor is by operation or executes
Computer program in the memory and/or module are stored, and calls the data being stored in memory, described in realization
A kind of various functions of wireless anti-interference positioning device.The memory can mainly include storing program area and storage data area,
Wherein, storing program area can application program needed for storage program area, at least one function (such as sound-playing function, figure
As playing function etc.) etc.;Storage data area, which can be stored, uses created data (such as audio data, phone according to mobile phone
This etc.) etc..In addition, memory may include high-speed random access memory, it can also include nonvolatile memory, such as firmly
Disk, memory, plug-in type hard disk, intelligent memory card (Smart Media Card, SMC), secure digital (Secure Digital,
SD) block, flash card (Flash Card), at least one disk memory, flush memory device or other volatile solid-states
Part.
Although the description of the disclosure is quite detailed and especially several embodiments are described, it is not
Any of these details or embodiment or any specific embodiments are intended to be limited to, but should be considered as is by reference to appended
A possibility that claim provides broad sense in view of the prior art for these claims explanation, to effectively cover the disclosure
Preset range.In addition, the disclosure is described with inventor's foreseeable embodiment above, its purpose is to be provided with
Description, and those equivalent modifications that the disclosure can be still represented to the unsubstantiality change of the disclosure still unforeseen at present.
Claims (7)
1. a kind of wireless anti-interference localization method, which is characterized in that the described method comprises the following steps:
Step 1, the first space coordinate is obtained by RSSI localization method according to the signal strength of anchor node and positioning node;
Step 2, second space coordinate is obtained according to wifi;
Step 3, the position offset of the first space coordinate and second space coordinate is calculated;
Step 4, strain position offset is greater than the positioning coordinate of offset threshold;
Step 5, filtered positioning coordinate is exported.
2. a kind of wireless anti-interference localization method according to claim 1, which is characterized in that in step 1, according to anchor section
Point passes through the method for RSSI localization method the first space coordinate of acquisition with the signal strength of positioning node are as follows: when wrapping in whole network
When anchor node containing 3 or 3 or more known locations, multiple groups equation group is obtained, if the coordinate of each known location anchor node is
(x1,y1),(x2,y2),(x3,y3)...(xk,yk), and unknown end coordinates to be positioned be (x, y), terminal to be positioned to respectively
The distance for knowing the anchor node of position is respectively d1,d2,d3…dk, then establish following equation group:
Since first equation, the last one equation is individually subtracted and obtains:
It is rewritten as system of linear equations are as follows: Az=b,
Wherein:
Due to, there are error N, being obtained using principle of least square method in measurement process: Q (z)=| | b-Az | |2, right
Z derivation obtains:If AATIt is nonsingular, then z=(ATA)-1ATB,
Then find out (x, y) i.e. the first space coordinate.
3. a kind of wireless anti-interference localization method according to claim 1, which is characterized in that in step 2, according to wifi
It obtains second space and sits calibration method are as follows:
The center of circle A, B, the C for the circle for enabling the coverage area of three AP signals constitute are the positions of three AP in corresponding wifi,
Corresponding coordinate is respectively (x1,y1),(x2,y2),(x3,y3), three round intersection point D are mobile terminal locations to be positioned,
Coordinate is (x, y), and corresponding measurement point is d at a distance from each wifi wireless access point1,d2,d3, it is obtained according to geometrical relationship:
Preceding two formula is subtracted with last formula to obtain:
To obtain the second space coordinate of mobile terminal:
4. a kind of wireless anti-interference localization method according to claim 1, which is characterized in that in step 3, calculate first
The method of the position offset of space coordinate and second space coordinate is, when the first space coordinate is (x1,y1), second space is sat
It is designated as (x2,y2), then position offset:
5. a kind of wireless anti-interference localization method according to claim 1, which is characterized in that in step 4, strain position
It is to remove the positioning coordinate filtering that position offset is greater than locating threshold that calibration method is sat in the positioning that offset is greater than offset threshold
It removes, the offset threshold default value is 1000 millimeters.
6. a kind of wireless anti-interference localization method according to claim 1, which is characterized in that in steps of 5, output filtering
Calibration method is sat in positioning afterwards, and filtered positioning coordinate is output to the mobile device for being equipped with Android or IOS application
End.
7. a kind of wireless anti-interference positioning device, which is characterized in that described device includes: memory, processor and is stored in
In the memory and the computer program that can run on the processor, the processor execute the computer program fortune
Row is in described device in lower unit:
RSSI positioning unit, it is empty for obtaining first by RSSI localization method according to the signal strength of anchor node and positioning node
Between coordinate;
Wifi positioning unit, for obtaining second space coordinate according to the TOA localization method of wifi;
Space criteria difference unit, the space criteria for calculating the first space coordinate and second space coordinate are poor;
Error filter element is greater than the positioning coordinate of locating threshold for filter error;
Output unit is positioned, for exporting filtered positioning coordinate.
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Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112986906A (en) * | 2021-02-23 | 2021-06-18 | 中国计量大学上虞高等研究院有限公司 | RSS-TOA joint positioning method for semi-positive definite programming |
Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101131432A (en) * | 2007-09-18 | 2008-02-27 | 澳门科技大学 | Positioning method for wireless radio frequency recognition system and device thereof |
KR20080098227A (en) * | 2007-05-04 | 2008-11-07 | 한국전기연구원 | Wireless position recognition system and method thereof |
CN101998628A (en) * | 2009-08-19 | 2011-03-30 | 北京三星通信技术研究有限公司 | Mobile station positioning method and system as well as positioning calculation unit |
US20130344886A1 (en) * | 2012-06-26 | 2013-12-26 | Cambridge Silicon Radio Limited | Access point location identification methods and apparatus based on absolute and relative harvesting |
CN104619020A (en) * | 2015-02-06 | 2015-05-13 | 合肥工业大学 | RSSI and TOA distance measurement based WIFI indoor positioning method |
CN105807254A (en) * | 2016-03-03 | 2016-07-27 | 华侨大学 | Mobile equipment's own information based wireless positioning method |
CN105933656A (en) * | 2016-05-16 | 2016-09-07 | 国网山东省电力公司菏泽供电公司 | Intelligent positioning method for logistics worker |
-
2018
- 2018-08-16 CN CN201810932007.5A patent/CN109188351A/en active Pending
Patent Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR20080098227A (en) * | 2007-05-04 | 2008-11-07 | 한국전기연구원 | Wireless position recognition system and method thereof |
CN101131432A (en) * | 2007-09-18 | 2008-02-27 | 澳门科技大学 | Positioning method for wireless radio frequency recognition system and device thereof |
CN101998628A (en) * | 2009-08-19 | 2011-03-30 | 北京三星通信技术研究有限公司 | Mobile station positioning method and system as well as positioning calculation unit |
US20130344886A1 (en) * | 2012-06-26 | 2013-12-26 | Cambridge Silicon Radio Limited | Access point location identification methods and apparatus based on absolute and relative harvesting |
CN104619020A (en) * | 2015-02-06 | 2015-05-13 | 合肥工业大学 | RSSI and TOA distance measurement based WIFI indoor positioning method |
CN105807254A (en) * | 2016-03-03 | 2016-07-27 | 华侨大学 | Mobile equipment's own information based wireless positioning method |
CN105933656A (en) * | 2016-05-16 | 2016-09-07 | 国网山东省电力公司菏泽供电公司 | Intelligent positioning method for logistics worker |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112986906A (en) * | 2021-02-23 | 2021-06-18 | 中国计量大学上虞高等研究院有限公司 | RSS-TOA joint positioning method for semi-positive definite programming |
CN112986906B (en) * | 2021-02-23 | 2022-05-03 | 中国计量大学上虞高等研究院有限公司 | RSS-TOA joint positioning method for semi-positive definite programming |
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